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Auditing Algorithms in the Public Interest @ Impact Summit 2021

Machine Bias - Julia Angwin, Jeff Larson, Surya Mattu and Lauren Kirchner (2016)

Gender Shades - Joy Buolamwini and Timnit Gebru (2018)

Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor - Virginia Eubanks (2018)

How We Analyzed Google's Search Results - Leon Yin and Adrianne Jeffries (2020)

Google's Ad Portal Equated "Black Girls" with Porn - Leon Yin and Aaron Sankin (2020)

Algorithms of Oppression: How Search Engines Reinforce Racism - Safiya Umoja Noble (2018)

Discrimination in Online Ad Delivery - Latanya Sweeney (2013)

Beyond the Search: The Biases Inside Google's Algorithms - NOVA PBS (2021)

Google Has a Secret Blocklist that Hides YouTube Hate Videos from Advertisers—But It’s Full of Holes - Leon Yin and Aaron Sankin (2021)

Google Blocks Advertisers from Targeting Black Lives Matter YouTube Videos - Leon Yin and Aaron Sankin (2021)

Can Auditing Eliminate Bias from Algorithms? - Alfred Ng (2021)

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